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ResearchFormerly WizWand

Recognition on QuickDraw Image Space

76.1Top-1 AccuracySupervised
13.07629.43845.862.162Mar 25, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SupervisedBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0376.191.3
Ours-(L)Backbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0371.989.7
BYOLBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0366.885.8
MoCoBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0365.785.1
SimCLRBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0365.585.1
CMCBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0363.683.9
CPCBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0354.379
RotationBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0353.578.7
JigsawBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0346.971.5
ContextBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0344.669.2
Deep ClusterBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0339.462.7
Auto-EncoderBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0326.448.1
RandomBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0315.526.2